{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing Heatmaps of Class Activation\n",
    "\n",
    "Heatmaps of class activations are very helpful in identifying which parts of an image led the CNN to the final classification. It becomes very important when analyzing misclassified data.\n",
    "\n",
    "We are going to use an implementation of Class Activation Map (CAM) that was used in the paper, [**\"Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization\"**](https://arxiv.org/abs/1610.02391)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading VGG16 with pretrained weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "from keras.applications import VGG16\n",
    "from keras import backend as K\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from keras.preprocessing import image\n",
    "from keras.applications.vgg16 import preprocess_input, decode_predictions\n",
    "\n",
    "model = VGG16(weights='imagenet')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading our test image of a Tiger"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_path = '/home/deeplearningcv/DeepLearningCV/images/tiger2.jpg'\n",
    "\n",
    "img1 = image.load_img(img_path)\n",
    "plt.imshow(img1);\n",
    "\n",
    "img = image.load_img(img_path, target_size=(224, 224))\n",
    "\n",
    "x = image.img_to_array(img)\n",
    "x = np.expand_dims(x, axis=0)\n",
    "x = preprocess_input(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting our VGG16 ImageNet Prediction for the input image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted: [('n02129604', 'tiger', 0.74897724), ('n02123159', 'tiger_cat', 0.25051445), ('n02128925', 'jaguar', 0.00031675558)]\n"
     ]
    }
   ],
   "source": [
    "preds = model.predict(x)\n",
    "print('Predicted:', decode_predictions(preds, top=3)[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Getting the class index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "292"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.argmax(preds[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Output the feature map of the block5_conv3 layer, the last convolutional layer in VGG16"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "tiger_output = model.output[:, 292]\n",
    "last_conv_layer = model.get_layer('block5_conv3')\n",
    "\n",
    "# Gradients of the Tiger class wrt to the block5_conv3 filer\n",
    "grads = K.gradients(tiger_output, last_conv_layer.output)[0]\n",
    "\n",
    "# Each entry is the mean intensity of the gradient over a specific feature-map channel \n",
    "pooled_grads = K.mean(grads, axis=(0, 1, 2))\n",
    "\n",
    "# Accesses the values we just defined given our sample image\n",
    "iterate = K.function([model.input], [pooled_grads, last_conv_layer.output[0]])\n",
    "\n",
    "# Values of pooled_grads_value, conv_layer_output_value given our input image\n",
    "pooled_grads_value, conv_layer_output_value = iterate([x])\n",
    "\n",
    "# We multiply each channel in the feature-map array by the 'importance' \n",
    "# of this channel regarding the input image \n",
    "for i in range(512):\n",
    "    #channel-wise mean of the resulting feature map is the Heatmap of the CAM\n",
    "    conv_layer_output_value[:, :, i] *= pooled_grads_value[i]\n",
    "\n",
    "heatmap = np.mean(conv_layer_output_value, axis=-1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Ploting out Heat-Map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f9ba4045748>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQQAAAECCAYAAAAYUakXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4wLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvqOYd8AAAD05JREFUeJzt3VuMXeV5xvHnmbPHNj5AwIBdjAiHEItiMkVA0qQNRHIIglz0gggiKEjORdtAFAmBqIR6VylRBFWrRBaQoASRCyAJQpDiQNIoTXFjAyE+gSknGww2h2CwmfPbi739yTh4ZrrfvdcaOv+fZM3e2+ud95s9M8+s47ccEQIASeqqewAAZg8CAUBBIAAoCAQABYEAoCAQABSzIhBsr7H9jO3nbN9Yce8Vtn9pe6vtLbavq7L/IePotv2k7Qdr6L3Y9r22t9veZvv8ivt/o/neb7Z9j+2BDve70/Ye25sPeW2p7fW2dzQ/Lqm4/7ea7//Ttn9ie3Gn+k+l9kCw3S3p3yR9UdKZkr5i+8wKhzAu6ZsRcaak8yT9XcX9D7pO0rYa+krSbZJ+HhFnSPrzKsdh+0RJX5c0FBGrJHVLurzDbX8gac1hr90o6dGIOFXSo83nVfZfL2lVRJwl6VlJN3Ww/xHVHgiSzpX0XEQ8HxGjkn4s6bKqmkfE7oh4ovn4XTV+GU6sqr8k2V4u6UuSbq+yb7P3IkmflXSHJEXEaET8seJh9EiaZ7tH0qCkVzvZLCJ+Lemtw16+TNJdzcd3Sfpylf0j4pGIGG8+fVzS8k71n8psCIQTJe085PkuVfwLeZDtlZJWS9pQcetbJd0gabLivpJ0sqS9kr7f3GS53fb8qppHxCuSvi3pZUm7Jb0TEY9U1f8Qx0XE7ubj1yQdV8MYDrpG0sN1NJ4NgTAr2F4g6T5J10fEvgr7XiJpT0RsqqrnYXoknSPpuxGxWtJ+dXZ1+QOa2+qXqRFMJ0iab/vKqvp/mGicz1/LOf22b1ZjM/buOvrPhkB4RdKKQ54vb75WGdu9aoTB3RFxf5W9JX1a0qW2X1Rjc+nztn9UYf9dknZFxMG1onvVCIiqXCTphYjYGxFjku6XdEGF/Q963fbxktT8uKfqAdi+WtIlkq6Imi4ymg2B8DtJp9o+2XafGjuUHqiquW2rsf28LSK+U1XfgyLipohYHhEr1fjaH4uIyv5CRsRrknbaPr350oWStlbVX41NhfNsDza/Fxeqnp2rD0i6qvn4Kkk/q7K57TVqbDZeGhEHquz9ARFR+z9JF6uxZ/V/JN1cce/PqLF6+LSkp5r/Lq7pffgrSQ/W0PdsSRub78FPJS2puP8/SdouabOkH0rq73C/e9TYXzGmxhrStZKOVuPowg5Jv5C0tOL+z6mxL+3gz+D3qv45iAi5OUAAmBWbDABmCQIBQEEgACgIBAAFgQCgmFWBYHst/edm/7n8tc+G/gfNqkCQVPebQv+52Zv+TbMtEADUqNITk/p6BmNe35HnfRgd36++niNfaBfvD6f6e97U826Mjh9QX89gqsdUphv/mEbUq/6O9Zc9df8YVu8Uc5O4rzfVfmLwyPVjI/vV2z/1RZaezP2sdg1PHPH/RicOqK976u99dCf/fk5RPjq2X329U3/9kz2t9x858JbGRvZP/QOgxpVulZnXt1jnnXZty/WTf3gm1b/rjE+k6rMmn6ryEoE/5f5c2HT9We6q9HdWH5uq73k/d3X4/GfeTNVPLsr9sZjo707VD3+s9e/f7x+7bUbLsckAoCAQABSpQKhzclQA7ddyIMyCyVEBtFlmDaHWyVEBtF8mEGbN5KgA2qPjhx2bp2SulaSB3qM63Q5AQmYNYUaTo0bEuogYioihqU46AlC/TCDUOjkqgPZreZMhIsZt/72kf1fj9lt3RsSWto0MQOVS+xAi4iFJD7VpLABqxpmKAAoCAUBR6dWOMTys2Ppc4hPkLn/duebIl17PhMenX2YqS5efm6ofePC/U/UxMpKqn9jxfKp+wXMvpOq7jzkmVT+xd2+u/1G5w+ZdycvHe19f1HJt9/tjM1qONQQABYEAoCAQABQEAoCCQABQEAgACgIBQEEgACgIBAAFgQCgIBAAFAQCgIJAAFAQCAAKAgFAUel8CO7uUdeSJS3XZ69nX/Hw26n64WW5WaNf/cvc9fDdqy9I1a/88Wup+ux8CNn5LLImP7c6Vf/HkwZS9Uu27EvVd724u/XiiYmZ9Wi9A4D/bwgEAAWBAKAgEAAUmdvBr7D9S9tbbW+xfV07BwagepmjDOOSvhkRT9heKGmT7fURsbVNYwNQsZbXECJid0Q80Xz8rqRt4nbwwEdaW/Yh2F4pabWkDe34fADqkT4xyfYCSfdJuj4i/uTMC9trJa2VpIGuBdl2ADootYZgu1eNMLg7Iu7/sGUiYl1EDEXEUF/XvEw7AB2WOcpgSXdI2hYR32nfkADUJbOG8GlJX5X0edtPNf9d3KZxAahBy/sQIuI3ktzGsQCoGWcqAigIBABFpfMhaHJSMTxcacsPtP/9tlT9wPMLU/WnvLwsVb//lNbnkpCk/acfk6ofyM6HkJSdD6M3eQ7t0U+OpOon9uXmQ5jZjAYfLoL5EAD8HxEIAAoCAUBBIAAoCAQABYEAoCAQABQEAoCCQABQEAgACgIBQEEgACgIBAAFgQCgIBAAFNXOhxAhjY1V2rKdJt99N/cJtuXqB3LTOcx5Xjg/VR/HLk3Vd4/m5qPQG2+3XOp3ume0HGsIAAoCAUBBIAAoCAQARToQbHfbftL2g+0YEID6tGMN4To1bgUP4CMue7PX5ZK+JOn29gwHQJ2yawi3SrpB0mQbxgKgZpm7P18iaU9EbJpmubW2N9reOKrcjS4AdFb27s+X2n5R0o/VuAv0jw5fKCLWRcRQRAz1qT/RDkCntRwIEXFTRCyPiJWSLpf0WERc2baRAagc5yEAKNpycVNE/ErSr9rxuQDUhzUEAAWBAKCodD6EiNDk8HCVLTGb2KnynhOOT9VHV65/JMc/fsKiVH33gnkt18b23hktxxoCgIJAAFAQCAAKAgFAQSAAKAgEAAWBAKAgEAAUBAKAgkAAUBAIAAoCAUBBIAAoCAQABYEAoKh0PgR8tL3xtfNT9W+dPZGq7xrJ/f0afDVXv+y3B1L1fS+9maqfXDDYcq1jZsuxhgCgIBAAFAQCgIJAAFBk7/682Pa9trfb3mY7t9cJQK2yRxluk/TziPgb232SWt8NCqB2LQeC7UWSPivpakmKiFFJo+0ZFoA6ZDYZTpa0V9L3bT9p+3bb89s0LgA1yARCj6RzJH03IlZL2i/pxsMXsr3W9kbbG8c0kmgHoNMygbBL0q6I2NB8fq8aAfEBEbEuIoYiYqhX/Yl2ADqt5UCIiNck7bR9evOlCyVtbcuoANQie5ThHyTd3TzC8Lykv80PCUBdUoEQEU9JGmrTWADUjDMVARQEAoBiTs2HMPmZs1P1Y0f1purfOzH3di94dTxVv/v8XP8fXvEvqfpz+3Pv361vr0zV//SV3Pd/54LjU/Un3bIzVa+Y4aQGH1o6PKPlWEMAUBAIAAoCAUBBIAAoCAQABYEAoCAQABQEAoCCQABQEAgACgIBQEEgACgIBAAFgQCgIBAAFHNqPoTe7bnr0UfPOyVVf2CZU/V9+7pT9WNLJlP1X3v6q6n6i1Y8k6r/x2N/m6q/eMGWVP3lw9ek6ke+mJttsP+h36XqZ4I1BAAFgQCgIBAAFAQCgCIVCLa/YXuL7c2277E90K6BAahey4Fg+0RJX5c0FBGrJHVLurxdAwNQvewmQ4+kebZ7JA1KejU/JAB1ydzs9RVJ35b0sqTdkt6JiEfaNTAA1ctsMiyRdJmkkyWdIGm+7Ss/ZLm1tjfa3jimkdZHCqDjMpsMF0l6ISL2RsSYpPslXXD4QhGxLiKGImKoV/2JdgA6LRMIL0s6z/agbUu6UNK29gwLQB0y+xA2SLpX0hOS/tD8XOvaNC4ANUhd3BQRt0i6pU1jAVAzzlQEUBAIAIo5NR/CxBtvpuoH/2M0Vb9w6apU/eiC3HwKXQdy9cOblqbqH9x0fqr+vo+vTtX/9WnPpuqPGsgdNt93Uu7XbdknTm251s//ZkbLsYYAoCAQABQEAoCCQABQEAgACgIBQEEgACgIBAAFgQCgIBAAFAQCgIJAAFAQCAAKAgFAQSAAKObUfAhvXpu7Hv/tT0ZuAM7VD+zN5Xfve6lyLXl2MlW/+Bc7UvXD55ycqt90xlmp+shNJ6FjnsnNp7D/40tarp18pXtGy7GGAKAgEAAUBAKAgkAAUEwbCLbvtL3H9uZDXltqe73tHc2Pre/tADBrzGQN4QeS1hz22o2SHo2IUyU92nwO4CNu2kCIiF9Leuuwly+TdFfz8V2SvtzmcQGoQav7EI6LiN3Nx69JOq5N4wFQo/ROxYgISUc848b2WtsbbW8cU+7EDACd1WogvG77eElqftxzpAUjYl1EDEXEUK/6W2wHoAqtBsIDkq5qPr5K0s/aMxwAdZrJYcd7JP2XpNNt77J9raR/lvQF2zskXdR8DuAjbtqLmyLiK0f4rwvbPBYANeNMRQAFgQCgqHQ+hFg4qPFzP9V6fU/ugvQ3/2IiVT/4cu7tmky+213jufplj+cO+/Y8tilVn3v3pXlP597AY99dlqr3hs3TLzSF7qMWpOonLjgtVT8TrCEAKAgEAAWBAKAgEAAUBAKAgkAAUBAIAAoCAUBBIAAoCAQABYEAoCAQABQEAoCCQABQEAgACjdmUa/G/KNXxKo117dcv2jHe6n+Hp9M1WsyV9/1zv5U/fhLO1P1mLs2xKPaF29NO6EIawgACgIBQEEgAChavR38t2xvt/207Z/YXtzZYQKoQqu3g18vaVVEnCXpWUk3tXlcAGrQ0u3gI+KRiDg4B/DjkpZ3YGwAKtaOfQjXSHq4DZ8HQM1SgWD7Zknjku6eYplyO/jx4dxxeACd1XIg2L5a0iWSrogpzm469HbwPQPzW20HoAIt3QrH9hpJN0j6XEQcaO+QANSl1dvB/6ukhZLW237K9vc6PE4AFWj1dvB3dGAsAGrGmYoACgIBQEEgAChaOsrQMksT/dNekn3k8m0v5Np3d6fqJw/kDqiMj49Pv9BU3Pp7J+W//phMzp0xOZGrn+P8qU+2Xrz1P2e0GGsIAAoCAUBBIAAoCAQABYEAoCAQABQEAoCCQABQEAgACgIBQEEgACgIBAAFgQCgIBAAFAQCgMJTzKDe/mb2XkkvTbHIMZLeqGg49J9d/efy115F/5Mi4mPTLVRpIEzH9saIGKL/3Os/l7/22dD/IDYZABQEAoBitgXCOvrP2f5z+WufDf0lzbJ9CADqNdvWEADUiEAAUBAIAAoCAUBBIAAo/heRrnE6Rdpu5QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 288x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "heatmap = np.maximum(heatmap, 0)\n",
    "heatmap /= np.max(heatmap)\n",
    "plt.matshow(heatmap)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using OpenCV to Overlay the heatmap onto our input image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "\n",
    "img = cv2.imread(img_path)\n",
    "heatmap = cv2.resize(heatmap, (img.shape[1], img.shape[0]))\n",
    "heatmap = np.uint8(255 * heatmap)\n",
    "heatmap = cv2.applyColorMap(heatmap, cv2.COLORMAP_JET)\n",
    "superimposed_img = heatmap * 0.4 + img\n",
    "\n",
    "save_img_path = '/home/deeplearningcv/DeepLearningCV/images/tiger_cam.jpg'\n",
    "\n",
    "cv2.imwrite(save_img_path, superimposed_img)\n",
    "\n",
    "img1 = image.load_img(save_img_path)\n",
    "plt.imshow(img1);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
